Pest Detection | List of Frontiers open access articles

Original Research

Published on 26 Jan 2023

Prior knowledge auxiliary for few-shot pest detection in the wild

in Sustainable and Intelligent Phytoprotection

Xiaodong Wang
Jianming Du
Chengjun Xie
Shilian Wu
Xiao Ma
Kang Liu
Shifeng Dong
Tianjiao Chen

Frontiers in Plant Science

doi 10.3389/fpls.2022.1033544

3,769 views
15 citations

Original Research

Published on 11 Mar 2025

YOLOv8 forestry pest recognition based on improved re-parametric convolution

in Sustainable and Intelligent Phytoprotection

Lina Zhang
Shengpeng Yu
Bo Yang
Shuai Zhao
Ziyi Huang
Zhiyin Yang
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1552853

3,805 views
7 citations

Original Research

Published on 03 Mar 2022

MSR-RCNN: A Multi-Class Crop Pest Detection Network Based on a Multi-Scale Super-Resolution Feature Enhancement Module

in Sustainable and Intelligent Phytoprotection

Yue Teng
Jie Zhang
Shifeng Dong
Shijian Zheng
Liu Liu

Frontiers in Plant Science

doi 10.3389/fpls.2022.810546

4,418 views
32 citations

Original Research

Published on 17 Feb 2026

Rice pest detection via multi-scale edge network and wavelet attention enhancement

in Sustainable and Intelligent Phytoprotection

Xinyue Huang
Ruoxuan Zhou

Frontiers in Plant Science

doi 10.3389/fpls.2026.1748419

212 views

Original Research

Published on 17 Jun 2024

Mutual learning with memory for semi-supervised pest detection

in Sustainable and Intelligent Phytoprotection

Jiale Zhou
He Huang
Youqiang Sun
Jiqing Chu
Wei Zhang
Fang Qu
Huamin Yang

Frontiers in Plant Science

doi 10.3389/fpls.2024.1369696

2,790 views
7 citations

Original Research

Published on 02 Jun 2022

Global Context-Aware-Based Deformable Residual Network Module for Precise Pest Recognition and Detection

in Sustainable and Intelligent Phytoprotection

Lin Jiao
Gaoqiang Li
Peng Chen
Rujing Wang
Jianming Du
Haiyun Liu
Shifeng Dong

Frontiers in Plant Science

doi 10.3389/fpls.2022.895944

3,033 views
22 citations

Original Research

Published on 28 Sep 2023

Automatic pest identification system in the greenhouse based on deep learning and machine vision

in Sustainable and Intelligent Phytoprotection

Xiaolei Zhang
Junyi Bu
Xixiang Zhou
Xiaochan Wang

Frontiers in Plant Science

doi 10.3389/fpls.2023.1255719

11,789 views
27 citations

Review

Published on 02 Nov 2023

New trends in detection of harmful insects and pests in modern agriculture using artificial neural networks. a review

in Technical Advances in Plant Science

Dan Popescu
Alexandru Dinca
Loretta Ichim
Nicoleta Angelescu

Frontiers in Plant Science

doi 10.3389/fpls.2023.1268167

16,365 views
41 citations

Review

Published on 25 Oct 2024

Deep learning networks-based tomato disease and pest detection: a first review of research studies using real field datasets

in Technical Advances in Plant Science

Mohieddine Jelali

Frontiers in Plant Science

doi 10.3389/fpls.2024.1493322

6,999 views
21 citations

Original Research

Published on 22 Jan 2026

PalmNeXt: a ConvNeXt-based deep learning model for pest detection in date palm leaves

in Sustainable and Intelligent Phytoprotection

Mahmood Ashraf
Muhammad Zeeshan Aslam
Natasha Saeed
Syed Jawad Hussain

Frontiers in Plant Science

doi 10.3389/fpls.2025.1738129

649 views

Original Research

Published on 03 Oct 2025

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

in Sustainable and Intelligent Phytoprotection

Leilei Deng
Di Fang
Aziz Ullah
Qi Hou
Helong Yu

Frontiers in Plant Science

doi 10.3389/fpls.2025.1640405

1,953 views

Original Research

Published on 09 Dec 2022

Antioxidant processes involving epicatechin decreased symptoms of pine wilt disease

in Plant Pathogen Interactions

Ruizhi Zhang
Jianan Wang
Rui Xia
Danlei Li
Feng Wang

Frontiers in Plant Science

doi 10.3389/fpls.2022.1015970

2,959 views
12 citations

Original Research

Published on 07 May 2024

Transcriptome analysis highlights the influence of temperature on hydrolase and traps in nematode-trapping fungi

in Microbial Symbioses

Hanqi Jia
Rui Xia
Ruizhi Zhang
Guanjun Liang
Yuting Zhuang
Yantao Zhou
Danlei Li
Feng Wang

Frontiers in Microbiology

doi 10.3389/fmicb.2024.1384459

2,633 views
3 citations

Original Research

Published on 21 Feb 2025

Integrating AI detection and language models for real-time pest management in Tomato cultivation

in Sustainable and Intelligent Phytoprotection

Yavuz Selim Şahin
Nimet Sema Gençer
Hasan Şahin

Frontiers in Plant Science

doi 10.3389/fpls.2024.1468676

5,580 views
6 citations

Original Research

Published on 11 Dec 2025

YOLO-DCPG: a lightweight architecture with dual-channel pooling gated attention for intensive small-target agricultural pest detection

in Sustainable and Intelligent Phytoprotection

Jingwei Liu
En Yu
Yongke Li
Yunjie Zhao
Bowen Mao

Frontiers in Plant Science

doi 10.3389/fpls.2025.1716703

1,068 views

Original Research

Published on 26 Sep 2025

GIWT-YOLO: an efficient multi-scale framework for real-time Scolytinae pests detection

in Pest Management

Jingwei Liu
Yongke Li
Lei Wang
Yunjie Zhao
Bowen Mao
Pengying Wang

Frontiers in Insect Science

doi 10.3389/finsc.2025.1635439

1,759 views

Articles

Prior knowledge auxiliary for few-shot pest detection in the wild

YOLOv8 forestry pest recognition based on improved re-parametric convolution

MSR-RCNN: A Multi-Class Crop Pest Detection Network Based on a Multi-Scale Super-Resolution Feature Enhancement Module

Rice pest detection via multi-scale edge network and wavelet attention enhancement

Mutual learning with memory for semi-supervised pest detection

Global Context-Aware-Based Deformable Residual Network Module for Precise Pest Recognition and Detection

Automatic pest identification system in the greenhouse based on deep learning and machine vision

New trends in detection of harmful insects and pests in modern agriculture using artificial neural networks. a review

Deep learning networks-based tomato disease and pest detection: a first review of research studies using real field datasets

PalmNeXt: a ConvNeXt-based deep learning model for pest detection in date palm leaves

AMS-YOLO: multi-scale feature integration for intelligent plant protection against maize pests

Antioxidant processes involving epicatechin decreased symptoms of pine wilt disease

Transcriptome analysis highlights the influence of temperature on hydrolase and traps in nematode-trapping fungi

Integrating AI detection and language models for real-time pest management in Tomato cultivation

YOLO-DCPG: a lightweight architecture with dual-channel pooling gated attention for intensive small-target agricultural pest detection

GIWT-YOLO: an efficient multi-scale framework for real-time Scolytinae pests detection